{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Insolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>© Von P. Walden, Washington State University</i>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "Populating the interactive namespace from numpy and matplotlib\n"
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Derivation of the \"Solar Constant\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "1370.009062700824  W m-2\n"
    }
   ],
   "source": [
    "Tsun = 5779.   # Kelvin\n",
    "Rsun = 696300. # km\n",
    "Res = 149.6e6  # km (mean distance between the earth and sun)\n",
    "Rearth = 6370. # km\n",
    "\n",
    "So = (5.67e-8 * Tsun**4) * (4*pi*Rsun**2) / (4*pi*Res**2)\n",
    "print(So,' W m-2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculates the insolation as a function of time and location."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Solar flux per unit area at TOA (Equations from Hartmann, <i>Global Physical Climatology</i>)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$Q = S_o (d_m/d)^2 \\cos(\\theta_s)$$ \n",
    "where So is the solar \"constant\", dm is the mean distance between the Earth and Sun, d is the actual distance between the Earth and Sun, and theta(s) is the solar zenith angle."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\delta = -23.44^{\\circ}\\cos{[(t_j+10 days)*(360^{\\circ}/365.25 days)]}$$ is the declination angle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\\cos{\\theta_s} = \\sin{\\phi}sin{\\delta} + \\cos{\\phi}\\cos{\\delta}\\cos{h}$$ where phi is the latitude and h is the hour angle."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$h=(12-t)*(15^{\\circ} / 1 hour)$$ where t is the local time and 15 is the number of degrees that the Earth rotates in one hour.  The conversion factor converts hours to degrees."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$Q_{dayavg} = (S_o/\\pi)(d_m/d)^2[h_o\\sin{\\phi}\\sin{\\delta}+\\cos{\\phi}\\cos{\\delta}\\sin{h_o}]$$ where"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$h_o = -\\tan{\\phi}\\tan{\\delta}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def earth_sun_distance(day):\n",
    "    a     = 149.6e6                   # km\n",
    "    e     = 0.017\n",
    "    theta = day * ((2*pi) / 365.25)     # This is only an approximation.\n",
    "    r = a*(1-e*e)/(1+e * cos(theta))\n",
    "    return r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def declination(day):\n",
    "    d = -23.44 * cos( (2.*pi) / 365.25 * (day + 10) )   # Approximate\n",
    "    return d\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solar_zenith_angle(latitude,declinationAngle,hour):\n",
    "    # All angles must be in radians !!\n",
    "    latitude = latitude * (pi/180.)\n",
    "    declinationAngle = declinationAngle * (pi/180.)\n",
    "    h = 15. * (12. - hour) * (pi/180.)\n",
    "    sza = arccos(sin(latitude)*sin(declinationAngle) + cos(latitude)*cos(declinationAngle)*cos(h))\n",
    "    return sza\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Qday_avg(latitude,day):\n",
    "    lat = latitude*(pi/180.)\n",
    "    So  = 1370.\n",
    "    d   = earth_sun_distance(day)\n",
    "    dm  = 149.6e6\n",
    "    da  = declination(day) * (pi/180.)\n",
    "    tmp = tan(lat)*tan(da)\n",
    "    # Obtain this condition from http://en.wikipedia.org/wiki/Insolation\n",
    "    if tmp>1:\n",
    "        ho = pi\n",
    "    elif tmp<-1:\n",
    "        ho = 0.\n",
    "    else:\n",
    "        ho  = arccos(-1.*tan(lat)*tan(da))\n",
    "    Q   = (So/pi) * (dm/d)**2 * (ho*sin(lat)*sin(da) + cos(lat)*cos(da)*sin(ho))\n",
    "    return Q\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0, 0.5, 'Latitude (degrees)')"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 864x864 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "lats = arange(-90.,91.)\n",
    "days = arange(1.,366.)\n",
    "\n",
    "Q = array([])\n",
    "for lat in lats:\n",
    "    for day in days:\n",
    "        Q = append(Q, Qday_avg(lat,day))\n",
    "\n",
    "Qn = reshape(Q,(181,365))\n",
    "figure(figsize=(12,12))\n",
    "#CS=contourf(days, lats, Qn, range(0,550,50), cmap=plt.cm.RdBu_r)\n",
    "CS=contour(days, lats, Qn, range(0,550,25), colors='c')\n",
    "plt.clabel(CS, range(0,550,100) ,inline=1,fmt='%4.0f',fontsize=12)\n",
    "plt.xlabel('Day of year')\n",
    "plt.ylabel('Latitude (degrees)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Insolation for the summer and winter solstices')"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 864x864 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "jun21 = 31+28+31+30+31+21\n",
    "dec21 = 355\n",
    "figure(figsize=(12,12))\n",
    "plot(lats,Qn[:,jun21],'c--',lats,Qn[:,dec21],'c')\n",
    "plot(lats,Qn.mean(axis=1),'b')                      # Annual mean\n",
    "axis([-90., 90., 0., 600])\n",
    "xticks(arange(-90., 90.+1, 30.))\n",
    "xlabel('Latitude (degrees)')\n",
    "ylabel('Insolation (W m-2)')\n",
    "title('Insolation for the summer and winter solstices')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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